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The Top 23 Privacy Preserving Machine Learning Open Source Projects

Open source projects categorized as Privacy Preserving Machine Learning
Categories > Privacy Preserving Machine Learning
Awesome Production Machine Learning ⭐ 15,804
A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning
most recent commit 2 months ago
Awesome Machine Learning Interpretability ⭐ 3,241
A curated list of awesome responsible machine learning resources.
most recent commit 4 months ago
Opacus ⭐ 1,535
Training PyTorch models with differential privacy
dependent packages 17total releases 20most recent commit 5 months agopypi opacus} Downloads
Awesome Federated Machine Learning ⭐ 1,425
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
most recent commit 4 months ago
Openfl ⭐ 657
An open framework for Federated Learning.
total releases 9most recent commit a month ago
Rosetta ⭐ 451
A Privacy-Preserving Framework Based on TensorFlow
total releases 2most recent commit 2 years ago
Privacyraven ⭐ 172
Privacy Testing for Deep Learning
most recent commit a year ago
Robustdg ⭐ 160
Toolkit for building machine learning models that generalize to unseen domains and are robust to privacy and other attacks.
most recent commit 10 months ago
Securenn Public ⭐ 106
Implementation of protocols in SecureNN.
most recent commit 2 years ago
Falcon Public ⭐ 62
Implementation of protocols in Falcon
most recent commit 2 years ago
Appfl ⭐ 47
Advanced Privacy-Preserving Federated Learning framework
total releases 8most recent commit 5 months ago
Decentralized Ml ⭐ 42
Full stack service enabling decentralized machine learning on private data
most recent commit 4 years ago
Piranha ⭐ 36
Piranha: A GPU Platform for Secure Computation
most recent commit 2 years ago
Ppml Tutorial ⭐ 27
Privacy-Preserving Machine Learning (PPML) Tutorial
most recent commit 9 months ago
Plug And Play Attacks ⭐ 25
Source code for our papers "Plug & Play Attacks: Towards Robust and Flexible Model Inversion Attacks" (ICML 2024) and "Be Careful What You Smooth For" (ICLR 2024).
most recent commit 4 months ago
Vid2doppler ⭐ 23
This is the research repository for Vid2Doppler: Synthesizing Doppler Radar Data from Videos for Training Privacy-Preserving Activity Recognition.
most recent commit 2 years ago
Gap ⭐ 23
GAP: Differentially Private Graph Neural Networks with Aggregation Perturbation (USENIX Security '23)
most recent commit a year ago
Responsible Ai Toolbox Privacy ⭐ 21
A library for statistically estimating the privacy of ML pipelines from membership inference attacks
most recent commit 6 months ago
Federated ⭐ 18
Bachelor's Thesis in Computer Science: Privacy-Preserving Federated Learning Applied to Decentralized Data
most recent commit 3 years ago
Smpc Analytics ⭐ 18
📊 Privacy Preserving Medical Data Analytics using Secure Multi Party Computation. An End-To-End Use Case. A. Giannopoulos, D. Mouris M.Sc. thesis at the University of Athens, Greece.
most recent commit 6 months ago
Defend_mi ⭐ 17
Bilateral Dependency Optimization: Defending Against Model-inversion Attacks
most recent commit 5 months ago
Privacy Preserving Bandits ⭐ 14
Privacy-Preserving Bandits (MLSys'20)
most recent commit 3 years ago
Fedsim ⭐ 13
Similarity Guided Model Aggregation for Federated Learning
most recent commit 2 years ago
The 6 Latest Releases In Privacy Preserving Machine Learning Open Source Projects
Cicada Mpc ⭐ 5
Fault-tolerant secure multiparty computation in Python.
total releases 13latest release November 28, 2023most recent commit 5 months ago
Appfl ⭐ 47
Advanced Privacy-Preserving Federated Learning framework
total releases 8latest release November 09, 2023most recent commit 5 months ago
Openfl ⭐ 657
An open framework for Federated Learning.
total releases 9latest release October 24, 2023most recent commit a month ago
Heflow ⭐ 11
Open source platform for the privacy-preserving machine learning lifecycle
total releases 11latest release August 18, 2023most recent commit 9 months ago
Opacus ⭐ 1,535
Training PyTorch models with differential privacy
dependent packages 17total releases 20latest release May 06, 2022most recent commit 5 months agopypi opacus} Downloads
Rosetta ⭐ 451
A Privacy-Preserving Framework Based on TensorFlow
total releases 2latest release February 19, 2021most recent commit 2 years ago
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